fitdistrplus: An R Package for Fitting Distributions

被引:1673
作者
Delignette-Muller, Marie Laure [1 ]
Dutang, Christophe [2 ]
机构
[1] Univ Lyon, Lyon, France
[2] Univ Strasbourg, Strasbourg, France
来源
JOURNAL OF STATISTICAL SOFTWARE | 2015年 / 64卷 / 04期
关键词
probability distribution fiting; bootstrap; censored data; maximum likelihood; moment matching; quantile matching; maximum goodness-of-fit; distributions; R; RISK-ASSESSMENT; SEED-DISPERSAL; SENSITIVITY; MODEL; POPULATIONS; SALMONELLA; STABILITY; EXPOSURE; GROWTH;
D O I
10.18637/jss.v064.i04
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The package fitdistrplus provides functions for fitting univariate distributions to different types of data (continuous censored or non-censored data and discrete data) and allowing different estimation methods (maximum likelihood, moment matching, quantile matching and maximum goodness-of-fit estimation). Outputs of fitdist and fitdistcens functions are S3 objects, for which kind generic methods are provided, including summary, plot and quantile. This package also provides various functions to compare the fit of several distributions to a same data set and can handle bootstrap of parameter estimates. Detailed examples are given in food risk assessment, ecotoxicology and insurance contexts.
引用
收藏
页码:1 / 34
页数:34
相关论文
共 91 条
[1]  
Anand P, 2012, NUCL ACIDS RES, V40, pW400
[2]  
[Anonymous], FRONTIERS PUBLIC HLT
[3]  
[Anonymous], AM J APPL MATH STAT, DOI DOI 10.12691/AJAMS-1-4-2
[4]  
[Anonymous], 2017, Goodness-of-Fit-Techniques, DOI DOI 10.1201/9780203753064
[5]  
[Anonymous], 2005, Fitting Distributions with R
[6]  
[Anonymous], CRAN TASK VIEW PROBA
[7]  
Asquith WH, 2014, IMOMCO L MOMENTS TRI
[8]   Protein structure validation by generalized linear model root-mean-square deviation prediction [J].
Bagaria, Anurag ;
Jaravine, Victor ;
Huang, Yuanpeng J. ;
Montelione, Gaetano T. ;
Guentert, Peter .
PROTEIN SCIENCE, 2012, 21 (02) :229-238
[9]   Age-Based Comparison of Human Dendritic Spine Structure Using Complete Three-Dimensional Reconstructions [J].
Benavides-Piccione, Ruth ;
Fernaud-Espinosa, Isabel ;
Robles, Victor ;
Yuste, Rafael ;
DeFelipe, Javier .
CEREBRAL CORTEX, 2013, 23 (08) :1798-1810
[10]  
Blom G., 1959, STAT ESTIMATES TRANS